{"id":"W2125264414","doi":"10.1373/clinchem.2006.072660","title":"Diffractive Optics Technology: A Novel Detection Technology for Immunoassays","year":2006,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axela (Canada)","funders":"National Cancer Institute","keywords":"Optics; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001917531,0.0002743674,0.0004495053,0.00004634256,0.0001096031,0.000018178,0.0003674472,0.001309259,0.00005229162],"category_scores_gemma":[0.002184444,0.0002769923,0.0002978907,0.0004193447,0.0004183326,0.00005027584,0.0001191738,0.001001736,0.00002848579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021634,"about_ca_system_score_gemma":0.00003423661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002274058,"about_ca_topic_score_gemma":5.3927e-7,"domain_scores_codex":[0.9980466,0.000004182612,0.0007602228,0.000565663,0.0001412966,0.0004820804],"domain_scores_gemma":[0.9984871,0.0005210472,0.000183785,0.0005168005,0.000186358,0.0001049146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008687063,0.0003821413,0.001101831,0.0001101223,0.00008356805,0.000007216757,0.000001378801,0.0001494818,0.9952499,0.001352233,0.0001096259,0.001365657],"study_design_scores_gemma":[0.00121193,0.00004154288,0.00005910456,0.00003774371,0.00009316378,0.00003179164,0.00007908606,0.02540095,0.9621876,0.004896912,0.005594832,0.0003653592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8918585,0.0001812965,0.09714711,0.001434521,0.0001568734,0.0002226879,0.00005417341,0.000950598,0.007994277],"genre_scores_gemma":[0.9915207,0.00001184729,0.003732641,0.00002874631,0.000630323,0.00006814209,0.00003801414,0.0000463249,0.00392324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09966227,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188984273978301,"score_gpt":0.2971418652768048,"score_spread":0.2782434378789747,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}